Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 660 |
| Missing cells | 10 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 56.8 KiB |
| Average record size in memory | 88.2 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 1 |
variety has a high cardinality: 242 distinct values | High cardinality |
dm is highly correlated with ndfdm and 3 other fields | High correlation |
ndfdm is highly correlated with dm and 4 other fields | High correlation |
adfdm is highly correlated with dm and 4 other fields | High correlation |
adldm is highly correlated with ndfdm and 3 other fields | High correlation |
me is highly correlated with dm and 4 other fields | High correlation |
ivomd is highly correlated with dm and 4 other fields | High correlation |
GH > 3 is highly correlated with NH > 1 | High correlation |
NH > 1 is highly correlated with GH > 3 | High correlation |
dm is highly correlated with ndfdm and 3 other fields | High correlation |
ash is highly correlated with GH > 3 and 1 other fields | High correlation |
ndfdm is highly correlated with dm and 3 other fields | High correlation |
adfdm is highly correlated with dm and 4 other fields | High correlation |
adldm is highly correlated with adfdm and 2 other fields | High correlation |
me is highly correlated with dm and 4 other fields | High correlation |
ivomd is highly correlated with dm and 4 other fields | High correlation |
GH > 3 is highly correlated with ash and 1 other fields | High correlation |
NH > 1 is highly correlated with ash and 1 other fields | High correlation |
dm is highly correlated with ndfdm and 3 other fields | High correlation |
ndfdm is highly correlated with dm and 3 other fields | High correlation |
adfdm is highly correlated with dm and 4 other fields | High correlation |
adldm is highly correlated with adfdm and 2 other fields | High correlation |
me is highly correlated with dm and 4 other fields | High correlation |
ivomd is highly correlated with dm and 4 other fields | High correlation |
GH > 3 is highly correlated with NH > 1 | High correlation |
NH > 1 is highly correlated with GH > 3 | High correlation |
dm is highly correlated with ndfdm and 3 other fields | High correlation |
ash is highly correlated with ndm and 3 other fields | High correlation |
ndm is highly correlated with ash and 4 other fields | High correlation |
ndfdm is highly correlated with dm and 4 other fields | High correlation |
adfdm is highly correlated with dm and 7 other fields | High correlation |
adldm is highly correlated with ndfdm and 4 other fields | High correlation |
me is highly correlated with dm and 5 other fields | High correlation |
ivomd is highly correlated with dm and 4 other fields | High correlation |
GH > 3 is highly correlated with ash and 3 other fields | High correlation |
NH > 1 is highly correlated with ash and 3 other fields | High correlation |
Reproduction
| Analysis started | 2022-02-24 14:57:26.881262 |
|---|---|
| Analysis finished | 2022-02-24 14:57:37.734441 |
| Duration | 10.85 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 658 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.42557897 |
| Minimum | 90.9349213 |
|---|---|
| Maximum | 95.4276657 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 90.9349213 |
|---|---|
| 5-th percentile | 92.07533414 |
| Q1 | 92.86429215 |
| median | 93.472641 |
| Q3 | 94.02219005 |
| 95-th percentile | 94.62653125 |
| Maximum | 95.4276657 |
| Range | 4.4927444 |
| Interquartile range (IQR) | 1.1578979 |
Descriptive statistics
| Standard deviation | 0.8021531879 |
|---|---|
| Coefficient of variation (CV) | 0.00858601249 |
| Kurtosis | -0.3323392969 |
| Mean | 93.42557897 |
| Median Absolute Deviation (MAD) | 0.5703201 |
| Skewness | -0.2322160949 |
| Sum | 61567.45654 |
| Variance | 0.6434497369 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 92.6486359 | 2 | 0.3% |
| 93.1015701 | 1 | 0.2% |
| 92.9748611 | 1 | 0.2% |
| 93.0545654 | 1 | 0.2% |
| 92.5488815 | 1 | 0.2% |
| 93.497551 | 1 | 0.2% |
| 93.3604431 | 1 | 0.2% |
| 93.6486435 | 1 | 0.2% |
| 93.0687866 | 1 | 0.2% |
| 93.7573395 | 1 | 0.2% |
| Other values (648) | 648 |
| Value | Count | Frequency (%) |
| 90.9349213 | 1 | |
| 91.2483139 | 1 | |
| 91.2982101 | 1 | |
| 91.3288269 | 1 | |
| 91.3583603 | 1 | |
| 91.4079971 | 1 | |
| 91.468895 | 1 | |
| 91.4692993 | 1 | |
| 91.5364227 | 1 | |
| 91.5527267 | 1 |
| Value | Count | Frequency (%) |
| 95.4276657 | 1 | |
| 95.3594284 | 1 | |
| 95.2454681 | 1 | |
| 95.212822 | 1 | |
| 95.1897888 | 1 | |
| 95.1848221 | 1 | |
| 95.1645203 | 1 | |
| 95.1346817 | 1 | |
| 95.0516968 | 1 | |
| 95.0161591 | 1 |
| Distinct | 659 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.402354481 |
| Minimum | 0.1298218 |
|---|---|
| Maximum | 27.6425934 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 0.1298218 |
|---|---|
| 5-th percentile | 2.84676721 |
| Q1 | 4.15133 |
| median | 4.9840698 |
| Q3 | 6.0437307 |
| 95-th percentile | 9.27298646 |
| Maximum | 27.6425934 |
| Range | 27.5127716 |
| Interquartile range (IQR) | 1.8924007 |
Descriptive statistics
| Standard deviation | 2.361642082 |
|---|---|
| Coefficient of variation (CV) | 0.437150522 |
| Kurtosis | 20.16867807 |
| Mean | 5.402354481 |
| Median Absolute Deviation (MAD) | 0.9364433 |
| Skewness | 3.280917602 |
| Sum | 3560.151603 |
| Variance | 5.577353322 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.7031307 | 1 | 0.2% |
| 3.3644295 | 1 | 0.2% |
| 5.676096 | 1 | 0.2% |
| 3.9183502 | 1 | 0.2% |
| 3.9433365 | 1 | 0.2% |
| 5.3745728 | 1 | 0.2% |
| 6.0511322 | 1 | 0.2% |
| 15.8884373 | 1 | 0.2% |
| 5.1898708 | 1 | 0.2% |
| 7.1628914 | 1 | 0.2% |
| Other values (649) | 649 |
| Value | Count | Frequency (%) |
| 0.1298218 | 1 | |
| 1.1614151 | 1 | |
| 1.1666794 | 1 | |
| 1.7086258 | 1 | |
| 1.7203941 | 1 | |
| 1.8069801 | 1 | |
| 1.8686905 | 1 | |
| 1.8744812 | 1 | |
| 1.8828239 | 1 | |
| 1.914959 | 1 |
| Value | Count | Frequency (%) |
| 27.6425934 | 1 | |
| 22.9296188 | 1 | |
| 19.351738 | 1 | |
| 15.8884373 | 1 | |
| 15.5732918 | 1 | |
| 15.2637787 | 1 | |
| 15.225563 | 1 | |
| 15.2137432 | 1 | |
| 14.8304138 | 1 | |
| 13.0632687 | 1 |
| Distinct | 659 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5781846352 |
| Minimum | -0.4237051 |
|---|---|
| Maximum | 1.2756419 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | 0.5% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | -0.4237051 |
|---|---|
| 5-th percentile | 0.21083968 |
| Q1 | 0.45235085 |
| median | 0.5768565 |
| Q3 | 0.71413735 |
| 95-th percentile | 0.91586275 |
| Maximum | 1.2756419 |
| Range | 1.699347 |
| Interquartile range (IQR) | 0.2617865 |
Descriptive statistics
| Standard deviation | 0.2151740691 |
|---|---|
| Coefficient of variation (CV) | 0.3721545956 |
| Kurtosis | 1.016502936 |
| Mean | 0.5781846352 |
| Median Absolute Deviation (MAD) | 0.1320167 |
| Skewness | -0.1298760442 |
| Sum | 381.0236746 |
| Variance | 0.04629988001 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4614896 | 1 | 0.2% |
| 0.4433601 | 1 | 0.2% |
| 0.8269517 | 1 | 0.2% |
| 0.4149052 | 1 | 0.2% |
| 0.3931782 | 1 | 0.2% |
| 0.3515333 | 1 | 0.2% |
| 0.7145133 | 1 | 0.2% |
| 0.0840778 | 1 | 0.2% |
| 0.8260601 | 1 | 0.2% |
| 0.6502907 | 1 | 0.2% |
| Other values (649) | 649 |
| Value | Count | Frequency (%) |
| -0.4237051 | 1 | |
| -0.1922414 | 1 | |
| -0.1458139 | 1 | |
| 0.0184805 | 1 | |
| 0.0549221 | 1 | |
| 0.0755033 | 1 | |
| 0.0776198 | 1 | |
| 0.0840778 | 1 | |
| 0.0924838 | 1 | |
| 0.0997877 | 1 |
| Value | Count | Frequency (%) |
| 1.2756419 | 1 | |
| 1.2190239 | 1 | |
| 1.1956514 | 1 | |
| 1.16317 | 1 | |
| 1.15732 | 1 | |
| 1.1530081 | 1 | |
| 1.1378821 | 1 | |
| 1.1152333 | 1 | |
| 1.1124343 | 1 | |
| 1.1086525 | 1 |
| Distinct | 659 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.90467393 |
| Minimum | 56.4808807 |
|---|---|
| Maximum | 84.7447891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 56.4808807 |
|---|---|
| 5-th percentile | 61.20755503 |
| Q1 | 66.102417 |
| median | 69.8025208 |
| Q3 | 73.37451175 |
| 95-th percentile | 79.11199493 |
| Maximum | 84.7447891 |
| Range | 28.2639084 |
| Interquartile range (IQR) | 7.27209475 |
Descriptive statistics
| Standard deviation | 5.440097741 |
|---|---|
| Coefficient of variation (CV) | 0.07782165963 |
| Kurtosis | -0.4694186041 |
| Mean | 69.90467393 |
| Median Absolute Deviation (MAD) | 3.6976624 |
| Skewness | 0.07907337762 |
| Sum | 46067.18012 |
| Variance | 29.59466343 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60.5007973 | 1 | 0.2% |
| 71.7945175 | 1 | 0.2% |
| 67.0137939 | 1 | 0.2% |
| 72.4201889 | 1 | 0.2% |
| 74.6420898 | 1 | 0.2% |
| 74.9652557 | 1 | 0.2% |
| 71.9249649 | 1 | 0.2% |
| 67.7540131 | 1 | 0.2% |
| 66.3904572 | 1 | 0.2% |
| 72.7492599 | 1 | 0.2% |
| Other values (649) | 649 |
| Value | Count | Frequency (%) |
| 56.4808807 | 1 | |
| 57.2820511 | 1 | |
| 57.5037537 | 1 | |
| 57.730072 | 1 | |
| 57.8860474 | 1 | |
| 58.0733795 | 1 | |
| 58.3697014 | 1 | |
| 58.6709175 | 1 | |
| 58.770668 | 1 | |
| 58.9785194 | 1 |
| Value | Count | Frequency (%) |
| 84.7447891 | 1 | |
| 84.320488 | 1 | |
| 83.1346436 | 1 | |
| 82.7520294 | 1 | |
| 82.4612503 | 1 | |
| 82.0453491 | 1 | |
| 82.0032654 | 1 | |
| 81.6405029 | 1 | |
| 81.6404495 | 1 | |
| 81.4513855 | 1 |
| Distinct | 659 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.13477778 |
| Minimum | 29.7261391 |
|---|---|
| Maximum | 55.5958862 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 29.7261391 |
|---|---|
| 5-th percentile | 33.65673824 |
| Q1 | 37.17245105 |
| median | 40.8011665 |
| Q3 | 44.88758085 |
| 95-th percentile | 49.90926135 |
| Maximum | 55.5958862 |
| Range | 25.8697471 |
| Interquartile range (IQR) | 7.7151298 |
Descriptive statistics
| Standard deviation | 5.100505001 |
|---|---|
| Coefficient of variation (CV) | 0.123994957 |
| Kurtosis | -0.6160972243 |
| Mean | 41.13477778 |
| Median Absolute Deviation (MAD) | 3.8091851 |
| Skewness | 0.2398804732 |
| Sum | 27107.81856 |
| Variance | 26.01515126 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37.3467712 | 1 | 0.2% |
| 40.3437119 | 1 | 0.2% |
| 38.3336258 | 1 | 0.2% |
| 42.7991943 | 1 | 0.2% |
| 43.9695053 | 1 | 0.2% |
| 46.5502853 | 1 | 0.2% |
| 41.1951752 | 1 | 0.2% |
| 50.5826797 | 1 | 0.2% |
| 37.5719986 | 1 | 0.2% |
| 43.0324326 | 1 | 0.2% |
| Other values (649) | 649 |
| Value | Count | Frequency (%) |
| 29.7261391 | 1 | |
| 29.7967148 | 1 | |
| 30.1092491 | 1 | |
| 30.3691425 | 1 | |
| 30.8323898 | 1 | |
| 31.3027058 | 1 | |
| 31.3384514 | 1 | |
| 31.5355988 | 1 | |
| 31.6091976 | 1 | |
| 31.6552143 | 1 |
| Value | Count | Frequency (%) |
| 55.5958862 | 1 | |
| 54.5396576 | 1 | |
| 53.8951683 | 1 | |
| 53.8664551 | 1 | |
| 53.4509888 | 1 | |
| 53.3133392 | 1 | |
| 53.2160606 | 1 | |
| 53.0084152 | 1 | |
| 52.5988426 | 1 | |
| 52.33181 | 1 |
| Distinct | 659 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.115280357 |
| Minimum | -1.9228789 |
|---|---|
| Maximum | 8.8102074 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | 0.5% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | -1.9228789 |
|---|---|
| 5-th percentile | 2.91569283 |
| Q1 | 4.4534354 |
| median | 5.1689587 |
| Q3 | 5.92003945 |
| 95-th percentile | 7.07993459 |
| Maximum | 8.8102074 |
| Range | 10.7330863 |
| Interquartile range (IQR) | 1.46660405 |
Descriptive statistics
| Standard deviation | 1.327256471 |
|---|---|
| Coefficient of variation (CV) | 0.2594689593 |
| Kurtosis | 2.992659162 |
| Mean | 5.115280357 |
| Median Absolute Deviation (MAD) | 0.7411966 |
| Skewness | -0.9287936424 |
| Sum | 3370.969755 |
| Variance | 1.761609739 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.0799651 | 1 | 0.2% |
| 5.7450747 | 1 | 0.2% |
| 5.4685879 | 1 | 0.2% |
| 5.8993988 | 1 | 0.2% |
| 6.0740948 | 1 | 0.2% |
| 6.8257775 | 1 | 0.2% |
| 4.7446218 | 1 | 0.2% |
| 4.0290775 | 1 | 0.2% |
| 4.9375544 | 1 | 0.2% |
| 5.2864194 | 1 | 0.2% |
| Other values (649) | 649 |
| Value | Count | Frequency (%) |
| -1.9228789 | 1 | |
| -0.3485501 | 1 | |
| -0.0199394 | 1 | |
| 0.023623 | 1 | |
| 0.3289204 | 1 | |
| 0.3564465 | 1 | |
| 0.4037004 | 1 | |
| 0.6908246 | 1 | |
| 0.8230144 | 1 | |
| 0.9263891 | 1 |
| Value | Count | Frequency (%) |
| 8.8102074 | 1 | |
| 8.6652641 | 1 | |
| 8.3255892 | 1 | |
| 8.2656441 | 1 | |
| 8.2473583 | 1 | |
| 8.1929407 | 1 | |
| 7.9703498 | 1 | |
| 7.760201 | 1 | |
| 7.7148757 | 1 | |
| 7.6818109 | 1 |
| Distinct | 659 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.135643075 |
| Minimum | 5.2690411 |
|---|---|
| Maximum | 9.1221209 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 5.2690411 |
|---|---|
| 5-th percentile | 5.90551986 |
| Q1 | 6.57671425 |
| median | 7.166604 |
| Q3 | 7.7202077 |
| 95-th percentile | 8.27531737 |
| Maximum | 9.1221209 |
| Range | 3.8530798 |
| Interquartile range (IQR) | 1.14349345 |
Descriptive statistics
| Standard deviation | 0.7392162998 |
|---|---|
| Coefficient of variation (CV) | 0.1035949097 |
| Kurtosis | -0.798187178 |
| Mean | 7.135643075 |
| Median Absolute Deviation (MAD) | 0.5735573 |
| Skewness | -0.1206838827 |
| Sum | 4702.388786 |
| Variance | 0.5464407379 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.9801269 | 1 | 0.2% |
| 6.8961124 | 1 | 0.2% |
| 7.1599131 | 1 | 0.2% |
| 6.9904523 | 1 | 0.2% |
| 6.5238953 | 1 | 0.2% |
| 6.2775741 | 1 | 0.2% |
| 7.0711536 | 1 | 0.2% |
| 5.8050485 | 1 | 0.2% |
| 7.2988577 | 1 | 0.2% |
| 6.6661272 | 1 | 0.2% |
| Other values (649) | 649 |
| Value | Count | Frequency (%) |
| 5.2690411 | 1 | |
| 5.3467374 | 1 | |
| 5.3530054 | 1 | |
| 5.4541769 | 1 | |
| 5.4809031 | 1 | |
| 5.6265373 | 1 | |
| 5.6673255 | 1 | |
| 5.6767836 | 1 | |
| 5.6799469 | 1 | |
| 5.6813245 | 1 |
| Value | Count | Frequency (%) |
| 9.1221209 | 1 | |
| 8.9469862 | 1 | |
| 8.5912867 | 1 | |
| 8.5404491 | 1 | |
| 8.5369225 | 1 | |
| 8.5286598 | 1 | |
| 8.5250034 | 1 | |
| 8.4919643 | 1 | |
| 8.4789629 | 1 | |
| 8.4289074 | 1 |
| Distinct | 659 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.48231918 |
| Minimum | 34.7050972 |
|---|---|
| Maximum | 61.5963135 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 34.7050972 |
|---|---|
| 5-th percentile | 39.38030931 |
| Q1 | 43.39669035 |
| median | 47.640419 |
| Q3 | 51.22227475 |
| 95-th percentile | 55.00163121 |
| Maximum | 61.5963135 |
| Range | 26.8912163 |
| Interquartile range (IQR) | 7.8255844 |
Descriptive statistics
| Standard deviation | 4.946896738 |
|---|---|
| Coefficient of variation (CV) | 0.1041839746 |
| Kurtosis | -0.7375340324 |
| Mean | 47.48231918 |
| Median Absolute Deviation (MAD) | 3.8179703 |
| Skewness | -0.05805723215 |
| Sum | 31290.84834 |
| Variance | 24.47178734 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53.9220123 | 1 | 0.2% |
| 45.1960983 | 1 | 0.2% |
| 48.7260132 | 1 | 0.2% |
| 46.0228233 | 1 | 0.2% |
| 42.8491669 | 1 | 0.2% |
| 41.6736832 | 1 | 0.2% |
| 47.4398537 | 1 | 0.2% |
| 40.6795731 | 1 | 0.2% |
| 49.6039658 | 1 | 0.2% |
| 44.7701988 | 1 | 0.2% |
| Other values (649) | 649 |
| Value | Count | Frequency (%) |
| 34.7050972 | 1 | |
| 35.3270378 | 1 | |
| 36.4272881 | 1 | |
| 37.1555405 | 1 | |
| 37.3688354 | 1 | |
| 37.4327545 | 1 | |
| 37.8178482 | 1 | |
| 37.8253937 | 1 | |
| 37.8729134 | 1 | |
| 37.8918037 | 1 |
| Value | Count | Frequency (%) |
| 61.5963135 | 1 | |
| 58.5053749 | 1 | |
| 58.258873 | 1 | |
| 58.2409973 | 1 | |
| 58.0745239 | 1 | |
| 57.779274 | 1 | |
| 57.7642975 | 1 | |
| 57.6114006 | 1 | |
| 57.4969597 | 1 | |
| 57.0599747 | 1 |
| Distinct | 659 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.243352884 |
| Minimum | 0.4319761 |
|---|---|
| Maximum | 13.201643 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 0.4319761 |
|---|---|
| 5-th percentile | 0.66176297 |
| Q1 | 0.8689699 |
| median | 1.0391817 |
| Q3 | 1.3285534 |
| 95-th percentile | 2.41619775 |
| Maximum | 13.201643 |
| Range | 12.7696669 |
| Interquartile range (IQR) | 0.4595835 |
Descriptive statistics
| Standard deviation | 0.8707924251 |
|---|---|
| Coefficient of variation (CV) | 0.7003582302 |
| Kurtosis | 70.22709313 |
| Mean | 1.243352884 |
| Median Absolute Deviation (MAD) | 0.2018796 |
| Skewness | 6.774800326 |
| Sum | 819.3695503 |
| Variance | 0.7582794476 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.6706969 | 1 | 0.2% |
| 1.8082626 | 1 | 0.2% |
| 0.7986856 | 1 | 0.2% |
| 1.2078967 | 1 | 0.2% |
| 1.1335106 | 1 | 0.2% |
| 1.0948972 | 1 | 0.2% |
| 0.5855094 | 1 | 0.2% |
| 3.5232637 | 1 | 0.2% |
| 0.7403394 | 1 | 0.2% |
| 1.066445 | 1 | 0.2% |
| Other values (649) | 649 |
| Value | Count | Frequency (%) |
| 0.4319761 | 1 | |
| 0.4602528 | 1 | |
| 0.4797322 | 1 | |
| 0.5097098 | 1 | |
| 0.5338232 | 1 | |
| 0.5403427 | 1 | |
| 0.5431164 | 1 | |
| 0.5610171 | 1 | |
| 0.5686702 | 1 | |
| 0.5731932 | 1 |
| Value | Count | Frequency (%) |
| 13.201643 | 1 | |
| 8.2716532 | 1 | |
| 8.2531748 | 1 | |
| 7.0534754 | 1 | |
| 5.2570143 | 1 | |
| 4.6367431 | 1 | |
| 4.539104 | 1 | |
| 4.3277874 | 1 | |
| 4.1321983 | 1 | |
| 3.9079294 | 1 |
| Distinct | 659 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4700432472 |
| Minimum | 0.1573858 |
|---|---|
| Maximum | 2.661741 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 0.1573858 |
|---|---|
| 5-th percentile | 0.24326204 |
| Q1 | 0.3052868 |
| median | 0.3748042 |
| Q3 | 0.5087445 |
| 95-th percentile | 1.01502057 |
| Maximum | 2.661741 |
| Range | 2.5043552 |
| Interquartile range (IQR) | 0.2034577 |
Descriptive statistics
| Standard deviation | 0.293301281 |
|---|---|
| Coefficient of variation (CV) | 0.6239878623 |
| Kurtosis | 14.11304423 |
| Mean | 0.4700432472 |
| Median Absolute Deviation (MAD) | 0.0872552 |
| Skewness | 3.115155449 |
| Sum | 309.7584999 |
| Variance | 0.08602564144 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9122425 | 1 | 0.2% |
| 0.5001471 | 1 | 0.2% |
| 0.3361044 | 1 | 0.2% |
| 0.3451041 | 1 | 0.2% |
| 0.4077382 | 1 | 0.2% |
| 0.4481586 | 1 | 0.2% |
| 0.2559032 | 1 | 0.2% |
| 0.7894599 | 1 | 0.2% |
| 0.26222 | 1 | 0.2% |
| 0.3279886 | 1 | 0.2% |
| Other values (649) | 649 |
| Value | Count | Frequency (%) |
| 0.1573858 | 1 | |
| 0.162292 | 1 | |
| 0.169875 | 1 | |
| 0.1728719 | 1 | |
| 0.179096 | 1 | |
| 0.1837517 | 1 | |
| 0.1880384 | 1 | |
| 0.199908 | 1 | |
| 0.2021105 | 1 | |
| 0.2048008 | 1 |
| Value | Count | Frequency (%) |
| 2.661741 | 1 | |
| 2.5748985 | 1 | |
| 2.3124247 | 1 | |
| 2.0362883 | 1 | |
| 2.0093324 | 1 | |
| 1.6466023 | 1 | |
| 1.6406533 | 1 | |
| 1.5574456 | 1 | |
| 1.5268246 | 1 | |
| 1.5212545 | 1 |
| Distinct | 242 |
|---|---|
| Distinct (%) | 36.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| Soubatimi | |
|---|---|
| Peke | 36 |
| Pablo | 26 |
| Jakunbe | 18 |
| Tiandougou coura/Kénikénidiéma | 12 |
| Other values (237) |
Length
| Max length | 48 |
|---|---|
| Median length | 13 |
| Mean length | 18.93787879 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 21 ? |
|---|---|
| Unique (%) | 3.2% |
Sample
| 1st row | ICSX 17660224-SB28-SS1-SS1-1 |
|---|---|
| 2nd row | ICSX 17660224-SB28-SS1-SS1-1 |
| 3rd row | ICSX 17660224-SB28-SS7-SS1-1 |
| 4th row | ICSX 17660224-SB28-SS7-SS1-1 |
| 5th row | ICSX 17660224-SB28-SS13-SS1-1 |
Common Values
| Value | Count | Frequency (%) |
| Soubatimi | 59 | 8.9% |
| Peke | 36 | 5.5% |
| Pablo | 26 | 3.9% |
| Jakunbe | 18 | 2.7% |
| Tiandougou coura/Kénikénidiéma | 12 | 1.8% |
| Fadda | 8 | 1.2% |
| Sassilon | 6 | 0.9% |
| ICSX 1765690:H | 5 | 0.8% |
| ICSX 17651145:H | 5 | 0.8% |
| Lata/Ridb-8-9-1-1-vrac | 5 | 0.8% |
| Other values (232) | 480 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| icsx | 82 | 6.5% |
| 02 | 62 | 4.9% |
| soubatimi | 59 | 4.7% |
| icsb | 58 | 4.6% |
| tiandougou | 52 | 4.2% |
| icsv | 40 | 3.2% |
| 639719 | 40 | 3.2% |
| peke | 36 | 2.9% |
| samboni/irat | 32 | 2.6% |
| pablo | 26 | 2.1% |
| Other values (233) | 766 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| dm | ash | ndm | ndfdm | adfdm | adldm | me | ivomd | GH > 3 | NH > 1 | variety | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 93.101570 | 9.703131 | 0.461490 | 60.500797 | 37.346771 | 3.079965 | 7.980127 | 53.922012 | 1.670697 | 0.912242 | ICSX 17660224-SB28-SS1-SS1-1 |
| 1 | 91.968086 | 6.263905 | 0.697348 | 63.471855 | 37.258793 | 4.913226 | 7.601253 | 51.126228 | 0.658584 | 0.248810 | ICSX 17660224-SB28-SS1-SS1-1 |
| 2 | 93.626328 | 6.372999 | 0.786636 | 64.746956 | 37.153000 | 4.853860 | 7.568230 | 49.833824 | 1.124020 | 0.379298 | ICSX 17660224-SB28-SS7-SS1-1 |
| 3 | 92.957665 | 4.728519 | 0.354314 | 66.798050 | 38.502724 | 4.769511 | 7.781969 | 50.908649 | 1.022721 | 0.305397 | ICSX 17660224-SB28-SS7-SS1-1 |
| 4 | 92.418190 | 4.765299 | 0.783371 | 59.871288 | 32.222549 | 4.616180 | 8.141614 | 55.210026 | 1.243832 | 0.422767 | ICSX 17660224-SB28-SS13-SS1-1 |
| 5 | 92.361069 | 6.612783 | 0.782605 | 61.422260 | 35.663345 | 4.961444 | 7.559980 | 52.522453 | 0.859988 | 0.363903 | ICSX 17660224-SB28-SS13-SS1-1 |
| 6 | 93.087814 | 5.831488 | 0.516105 | 59.638248 | 32.851215 | 3.843596 | 8.409690 | 56.381676 | 1.257926 | 0.722176 | ICSX 17660224-SB28-SS14-SS1-1 |
| 7 | 92.191437 | 6.011661 | 0.751125 | 62.413235 | 34.610970 | 3.874525 | 8.174330 | 54.640472 | 0.752927 | 0.157386 | ICSX 17660224-SB28-SS14-SS1-1 |
| 8 | 92.868645 | 4.958845 | 0.491934 | 65.204468 | 35.322151 | 4.123950 | 8.000657 | 53.020653 | 1.133934 | 0.278522 | ICSX 17660227-SB6-SS6-SS1-1 |
| 9 | 94.083435 | 8.084351 | 0.266943 | 72.274994 | 48.119957 | 6.285893 | 6.397148 | 42.495571 | 2.513676 | 0.931992 | ICSX 17660227-SB6-SS6-SS1-1 |
Last rows
| dm | ash | ndm | ndfdm | adfdm | adldm | me | ivomd | GH > 3 | NH > 1 | variety | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 650 | 94.033730 | 12.113640 | 0.152765 | 71.868225 | 51.555016 | 5.559216 | 5.829309 | 40.059143 | 2.392084 | 0.715506 | Pablo |
| 651 | 92.757828 | 3.480305 | 0.531900 | 66.960228 | 36.868996 | 4.373739 | 7.935022 | 51.730187 | 1.003576 | 0.453451 | Jakunbe |
| 652 | 94.186615 | 3.164402 | 0.283809 | 78.661690 | 49.934097 | 7.360845 | 5.993374 | 39.898994 | 1.152137 | 0.393013 | Soubatimi |
| 653 | 93.870285 | 4.904186 | 0.900056 | 74.459305 | 47.785496 | 7.424206 | 6.015244 | 40.938255 | 0.890890 | 0.453942 | Pablo |
| 654 | 94.125084 | 1.868691 | 0.306154 | 81.640503 | 49.612320 | 6.447029 | 6.517104 | 42.168434 | 1.322646 | 0.479139 | Jakunbe |
| 655 | 92.925903 | 6.217621 | 0.610240 | 71.449883 | 36.100037 | 1.276911 | 7.866730 | 52.023506 | 1.985734 | 1.303614 | Pablo |
| 656 | 92.928772 | 5.585196 | 0.962445 | 67.072563 | 34.944168 | 3.005002 | 7.967717 | 53.422665 | 0.964796 | 0.442202 | Soubatimi |
| 657 | 94.365692 | 5.309540 | 0.686577 | 78.986130 | 49.671326 | 6.799277 | 6.066938 | 40.481079 | 0.657328 | 0.355861 | Soubatimi |
| 658 | 94.294968 | 4.240431 | 0.665289 | 79.384903 | 46.484825 | 5.236509 | 6.413026 | 42.789585 | 1.060547 | 0.511866 | Jakunbe |
| 659 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Pablo |